After running this experiment, we found that a single banner – specifically the smaller banner that was originally low on the page – was 39% more effective in driving users to add items to the shopping cart than the original layout. Like any good experiment, we ran multiple trials simultaneously (i.e. multivariate testing), including one where FineTuxedos.com didn’t feature any banners on the homepage.